{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kanerva's Table 7.3 (page 70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sdm as sdmlib\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import clear_output\n",
    "import random\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 1000\n",
    "sample = 1000000\n",
    "radius = 451\n",
    "scanner_type = sdmlib.SDM_SCANNER_OPENCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#address_space = sdmlib.AddressSpace.init_from_b64_file('sdm-10000w.as')\n",
    "#counter = sdmlib.Counter.load_file('sdm-10000w')\n",
    "address_space = sdmlib.AddressSpace.init_random(bits, sample)\n",
    "counter = sdmlib.Counter.init_zero(bits, sample)\n",
    "sdm = sdmlib.SDM(address_space, counter, radius, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9900\n",
      "41.6387619972\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "t0 = time.time()\n",
    "bitstrings = []\n",
    "for i in range(10000):\n",
    "    if i % 100 == 0:\n",
    "        clear_output(wait=True)\n",
    "        print i\n",
    "    bs1 = sdmlib.Bitstring.init_random(1000)\n",
    "    #bs2 = sdmlib.Bitstring.init_random(1000)\n",
    "    #bitstrings.append(bs1)\n",
    "    sdm.write(bs1, bs1)\n",
    "t1 = time.time()\n",
    "print t1-t0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = sdmlib.Bitstring.init_random(1000)\n",
    "sdm.write(b, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 1000 (100.00%)\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "from IPython.display import clear_output\n",
    "\n",
    "max_iter = 1\n",
    "samples = 5\n",
    "\n",
    "distances = []\n",
    "#x = range(200, 250)\n",
    "x = range(0, 1001)\n",
    "for i, dist in enumerate(x):\n",
    "    clear_output(wait=True)\n",
    "    print 'Distance: {:4d} ({:.2f}%)'.format(dist, 100.*(i+1)/len(x))\n",
    "    v = []\n",
    "    for j in range(samples):\n",
    "        #b = random.choice(bitstrings)\n",
    "        c = sdmlib.Bitstring.init_from_bitstring(b)\n",
    "        c.flip_random_bits(dist)\n",
    "        assert c.distance_to(b) == dist\n",
    "        d = sdm.iter_read(c, max_iter=max_iter)\n",
    "        v.append(d.distance_to(c))\n",
    "    distances.append(1.0*sum(v)/len(v))\n",
    "print 'Done!'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x106e63e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8), dpi=300)\n",
    "plt.plot(x, distances)\n",
    "plt.plot(x, x, 'k')\n",
    "plt.plot(x, [500]*len(x), 'k:')\n",
    "plt.title('Kanerva\\'s Suggestion (autoassociative)')\n",
    "if max_iter == 1:\n",
    "    plt.ylabel('First step length')\n",
    "#else:\n",
    "#    plt.ylabel('New distance (after {} iterative reads)'.format(max_iter))\n",
    "plt.xlabel('Old distance')\n",
    "plt.grid()\n",
    "plt.axis([0, 1000, 0, 1000]);\n",
    "#plt.axis([x[0], x[-1], x[0], x[-1]]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = sdmlib.Bitstring.init_from_bitstring(b)\n",
    "c.flip_random_bits(1000)\n",
    "d = c\n",
    "print 0, b.distance_to(d)\n",
    "for i in xrange(10):\n",
    "    d = sdm.read(d)\n",
    "    print i+1, b.distance_to(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
